Overview
Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 16598 |
| Missing cells | 329 |
| Missing cells (%) | 0.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 88.0 B |
Variable types
| Numeric | 7 |
|---|---|
| Text | 2 |
| Categorical | 2 |
EU_Sales is highly overall correlated with Global_Sales and 3 other fields | High correlation |
Global_Sales is highly overall correlated with EU_Sales and 3 other fields | High correlation |
NA_Sales is highly overall correlated with EU_Sales and 3 other fields | High correlation |
Other_Sales is highly overall correlated with EU_Sales and 3 other fields | High correlation |
Platform is highly overall correlated with Year | High correlation |
Rank is highly overall correlated with EU_Sales and 3 other fields | High correlation |
Year is highly overall correlated with Platform | High correlation |
Year has 271 (1.6%) missing values | Missing |
Other_Sales is highly skewed (γ1 = 24.23392253) | Skewed |
Rank is uniformly distributed | Uniform |
Rank has unique values | Unique |
NA_Sales has 4499 (27.1%) zeros | Zeros |
EU_Sales has 5730 (34.5%) zeros | Zeros |
JP_Sales has 10455 (63.0%) zeros | Zeros |
Other_Sales has 6477 (39.0%) zeros | Zeros |
Reproduction
| Analysis started | 2026-01-19 14:32:26.769943 |
|---|---|
| Analysis finished | 2026-01-19 14:32:37.967555 |
| Duration | 11.2 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
Rank
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 16598 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8300.6053 |
| Minimum | 1 |
|---|---|
| Maximum | 16600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 831.85 |
| Q1 | 4151.25 |
| median | 8300.5 |
| Q3 | 12449.75 |
| 95-th percentile | 15770.15 |
| Maximum | 16600 |
| Range | 16599 |
| Interquartile range (IQR) | 8298.5 |
Descriptive statistics
| Standard deviation | 4791.8539 |
|---|---|
| Coefficient of variation (CV) | 0.5772897 |
| Kurtosis | -1.1998649 |
| Mean | 8300.6053 |
| Median Absolute Deviation (MAD) | 4149.5 |
| Skewness | 6.6497168 × 10-5 |
| Sum | 1.3777345 × 108 |
| Variance | 22961864 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16600 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 16584 | 1 | < 0.1% |
| 16583 | 1 | < 0.1% |
| 16582 | 1 | < 0.1% |
| 16581 | 1 | < 0.1% |
| Other values (16588) | 16588 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 16600 | 1 | |
| 16599 | 1 | |
| 16598 | 1 | |
| 16597 | 1 | |
| 16596 | 1 | |
| 16595 | 1 | |
| 16594 | 1 | |
| 16593 | 1 | |
| 16592 | 1 | |
| 16591 | 1 |
Name
Text
| Distinct | 11493 |
|---|---|
| Distinct (%) | 69.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 129.8 KiB |
Length
| Max length | 132 |
|---|---|
| Median length | 92 |
| Mean length | 23.966622 |
| Min length | 1 |
Unique
| Unique | 8718 ? |
|---|---|
| Unique (%) | 52.5% |
Sample
| 1st row | Wii Sports |
|---|---|
| 2nd row | Super Mario Bros. |
| 3rd row | Mario Kart Wii |
| 4th row | Wii Sports Resort |
| 5th row | Pokemon Red/Pokemon Blue |
| Value | Count | Frequency (%) |
| the | 2733 | 4.2% |
| of | 1718 | 2.6% |
| 2 | 1172 | 1.8% |
| 759 | 1.2% | |
| no | 748 | 1.1% |
| 3 | 545 | 0.8% |
| world | 401 | 0.6% |
| pro | 320 | 0.5% |
| game | 308 | 0.5% |
| ii | 295 | 0.4% |
| Other values (9274) | 56814 |
Most occurring characters
| Value | Count | Frequency (%) |
| 49220 | 12.4% | |
| e | 32121 | 8.1% |
| a | 26543 | 6.7% |
| o | 24139 | 6.1% |
| r | 21134 | 5.3% |
| i | 20825 | 5.2% |
| n | 20463 | 5.1% |
| t | 17111 | 4.3% |
| s | 15473 | 3.9% |
| l | 12353 | 3.1% |
| Other values (87) | 158416 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 397798 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 49220 | 12.4% | |
| e | 32121 | 8.1% |
| a | 26543 | 6.7% |
| o | 24139 | 6.1% |
| r | 21134 | 5.3% |
| i | 20825 | 5.2% |
| n | 20463 | 5.1% |
| t | 17111 | 4.3% |
| s | 15473 | 3.9% |
| l | 12353 | 3.1% |
| Other values (87) | 158416 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 397798 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 49220 | 12.4% | |
| e | 32121 | 8.1% |
| a | 26543 | 6.7% |
| o | 24139 | 6.1% |
| r | 21134 | 5.3% |
| i | 20825 | 5.2% |
| n | 20463 | 5.1% |
| t | 17111 | 4.3% |
| s | 15473 | 3.9% |
| l | 12353 | 3.1% |
| Other values (87) | 158416 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 397798 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 49220 | 12.4% | |
| e | 32121 | 8.1% |
| a | 26543 | 6.7% |
| o | 24139 | 6.1% |
| r | 21134 | 5.3% |
| i | 20825 | 5.2% |
| n | 20463 | 5.1% |
| t | 17111 | 4.3% |
| s | 15473 | 3.9% |
| l | 12353 | 3.1% |
| Other values (87) | 158416 |
Platform
Categorical
High correlation
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 129.8 KiB |
| DS | |
|---|---|
| PS2 | |
| PS3 | |
| Wii | |
| X360 | |
| Other values (26) |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.7667189 |
| Min length | 2 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Wii |
|---|---|
| 2nd row | NES |
| 3rd row | Wii |
| 4th row | Wii |
| 5th row | GB |
Common Values
| Value | Count | Frequency (%) |
| DS | 2163 | |
| PS2 | 2161 | |
| PS3 | 1329 | 8.0% |
| Wii | 1325 | 8.0% |
| X360 | 1265 | 7.6% |
| PSP | 1213 | 7.3% |
| PS | 1196 | 7.2% |
| PC | 960 | 5.8% |
| XB | 824 | 5.0% |
| GBA | 822 | 5.0% |
| Other values (21) | 3340 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ds | 2163 | |
| ps2 | 2161 | |
| ps3 | 1329 | 8.0% |
| wii | 1325 | 8.0% |
| x360 | 1265 | 7.6% |
| psp | 1213 | 7.3% |
| ps | 1196 | 7.2% |
| pc | 960 | 5.8% |
| xb | 824 | 5.0% |
| gba | 822 | 5.0% |
| Other values (21) | 3340 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 10081 | |
| P | 8822 | |
| 3 | 3106 | 6.8% |
| i | 2936 | 6.4% |
| D | 2733 | 6.0% |
| X | 2303 | 5.0% |
| 2 | 2294 | 5.0% |
| B | 1744 | 3.8% |
| 6 | 1719 | 3.7% |
| C | 1575 | 3.4% |
| Other values (15) | 8609 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 45922 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 10081 | |
| P | 8822 | |
| 3 | 3106 | 6.8% |
| i | 2936 | 6.4% |
| D | 2733 | 6.0% |
| X | 2303 | 5.0% |
| 2 | 2294 | 5.0% |
| B | 1744 | 3.8% |
| 6 | 1719 | 3.7% |
| C | 1575 | 3.4% |
| Other values (15) | 8609 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 45922 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 10081 | |
| P | 8822 | |
| 3 | 3106 | 6.8% |
| i | 2936 | 6.4% |
| D | 2733 | 6.0% |
| X | 2303 | 5.0% |
| 2 | 2294 | 5.0% |
| B | 1744 | 3.8% |
| 6 | 1719 | 3.7% |
| C | 1575 | 3.4% |
| Other values (15) | 8609 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 45922 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 10081 | |
| P | 8822 | |
| 3 | 3106 | 6.8% |
| i | 2936 | 6.4% |
| D | 2733 | 6.0% |
| X | 2303 | 5.0% |
| 2 | 2294 | 5.0% |
| B | 1744 | 3.8% |
| 6 | 1719 | 3.7% |
| C | 1575 | 3.4% |
| Other values (15) | 8609 |
Year
Real number (ℝ)
High correlation Missing
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 271 |
| Missing (%) | 1.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2006.4064 |
| Minimum | 1980 |
|---|---|
| Maximum | 2020 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.8 KiB |
Quantile statistics
| Minimum | 1980 |
|---|---|
| 5-th percentile | 1996 |
| Q1 | 2003 |
| median | 2007 |
| Q3 | 2010 |
| 95-th percentile | 2015 |
| Maximum | 2020 |
| Range | 40 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.8289811 |
|---|---|
| Coefficient of variation (CV) | 0.0029051846 |
| Kurtosis | 1.8481806 |
| Mean | 2006.4064 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -1.0025605 |
| Sum | 32758598 |
| Variance | 33.977021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 2009 | 1431 | 8.6% |
| 2008 | 1428 | 8.6% |
| 2010 | 1259 | 7.6% |
| 2007 | 1202 | 7.2% |
| 2011 | 1139 | 6.9% |
| 2006 | 1008 | 6.1% |
| 2005 | 941 | 5.7% |
| 2002 | 829 | 5.0% |
| 2003 | 775 | 4.7% |
| 2004 | 763 | 4.6% |
| Other values (29) | 5552 |
| Value | Count | Frequency (%) |
| 1980 | 9 | 0.1% |
| 1981 | 46 | |
| 1982 | 36 | |
| 1983 | 17 | 0.1% |
| 1984 | 14 | 0.1% |
| 1985 | 14 | 0.1% |
| 1986 | 21 | |
| 1987 | 16 | 0.1% |
| 1988 | 15 | 0.1% |
| 1989 | 17 | 0.1% |
| Value | Count | Frequency (%) |
| 2020 | 1 | < 0.1% |
| 2017 | 3 | < 0.1% |
| 2016 | 344 | 2.1% |
| 2015 | 614 | |
| 2014 | 582 | |
| 2013 | 546 | 3.3% |
| 2012 | 657 | |
| 2011 | 1139 | |
| 2010 | 1259 | |
| 2009 | 1431 |
Genre
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 129.8 KiB |
| Action | |
|---|---|
| Sports | |
| Misc | |
| Role-Playing | |
| Shooter | |
| Other values (7) |
Length
| Max length | 12 |
|---|---|
| Median length | 10 |
| Mean length | 7.1396554 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sports |
|---|---|
| 2nd row | Platform |
| 3rd row | Racing |
| 4th row | Sports |
| 5th row | Role-Playing |
Common Values
| Value | Count | Frequency (%) |
| Action | 3316 | |
| Sports | 2346 | |
| Misc | 1739 | |
| Role-Playing | 1488 | |
| Shooter | 1310 | 7.9% |
| Adventure | 1286 | 7.7% |
| Racing | 1249 | 7.5% |
| Platform | 886 | 5.3% |
| Simulation | 867 | 5.2% |
| Fighting | 848 | 5.1% |
| Other values (2) | 1263 | 7.6% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| action | 3316 | |
| sports | 2346 | |
| misc | 1739 | |
| role-playing | 1488 | |
| shooter | 1310 | 7.9% |
| adventure | 1286 | 7.7% |
| racing | 1249 | 7.5% |
| platform | 886 | 5.3% |
| simulation | 867 | 5.2% |
| fighting | 848 | 5.1% |
| Other values (2) | 1263 | 7.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 12221 | 10.3% |
| o | 11523 | 9.7% |
| i | 11222 | 9.5% |
| n | 9054 | 7.6% |
| e | 6633 | 5.6% |
| r | 6509 | 5.5% |
| c | 6304 | 5.3% |
| l | 5311 | 4.5% |
| S | 5204 | 4.4% |
| a | 5171 | 4.4% |
| Other values (17) | 39352 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 118504 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 12221 | 10.3% |
| o | 11523 | 9.7% |
| i | 11222 | 9.5% |
| n | 9054 | 7.6% |
| e | 6633 | 5.6% |
| r | 6509 | 5.5% |
| c | 6304 | 5.3% |
| l | 5311 | 4.5% |
| S | 5204 | 4.4% |
| a | 5171 | 4.4% |
| Other values (17) | 39352 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 118504 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 12221 | 10.3% |
| o | 11523 | 9.7% |
| i | 11222 | 9.5% |
| n | 9054 | 7.6% |
| e | 6633 | 5.6% |
| r | 6509 | 5.5% |
| c | 6304 | 5.3% |
| l | 5311 | 4.5% |
| S | 5204 | 4.4% |
| a | 5171 | 4.4% |
| Other values (17) | 39352 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 118504 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 12221 | 10.3% |
| o | 11523 | 9.7% |
| i | 11222 | 9.5% |
| n | 9054 | 7.6% |
| e | 6633 | 5.6% |
| r | 6509 | 5.5% |
| c | 6304 | 5.3% |
| l | 5311 | 4.5% |
| S | 5204 | 4.4% |
| a | 5171 | 4.4% |
| Other values (17) | 39352 |
Publisher
Text
| Distinct | 578 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 58 |
| Missing (%) | 0.3% |
| Memory size | 129.8 KiB |
Length
| Max length | 38 |
|---|---|
| Median length | 28 |
| Mean length | 13.634099 |
| Min length | 3 |
Unique
| Unique | 194 ? |
|---|---|
| Unique (%) | 1.2% |
Sample
| 1st row | Nintendo |
|---|---|
| 2nd row | Nintendo |
| 3rd row | Nintendo |
| 4th row | Nintendo |
| 5th row | Nintendo |
| Value | Count | Frequency (%) |
| entertainment | 2479 | 8.2% |
| games | 1975 | 6.5% |
| interactive | 1621 | 5.4% |
| arts | 1354 | 4.5% |
| electronic | 1353 | 4.5% |
| activision | 1005 | 3.3% |
| digital | 940 | 3.1% |
| ubisoft | 935 | 3.1% |
| bandai | 932 | 3.1% |
| namco | 932 | 3.1% |
| Other values (644) | 16653 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 21384 | 9.5% |
| e | 19884 | 8.8% |
| i | 19282 | 8.6% |
| n | 18811 | 8.3% |
| a | 16979 | 7.5% |
| o | 13868 | 6.1% |
| 13639 | 6.0% | |
| r | 12034 | 5.3% |
| s | 9193 | 4.1% |
| m | 9026 | 4.0% |
| Other values (61) | 71408 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 225508 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 21384 | 9.5% |
| e | 19884 | 8.8% |
| i | 19282 | 8.6% |
| n | 18811 | 8.3% |
| a | 16979 | 7.5% |
| o | 13868 | 6.1% |
| 13639 | 6.0% | |
| r | 12034 | 5.3% |
| s | 9193 | 4.1% |
| m | 9026 | 4.0% |
| Other values (61) | 71408 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 225508 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 21384 | 9.5% |
| e | 19884 | 8.8% |
| i | 19282 | 8.6% |
| n | 18811 | 8.3% |
| a | 16979 | 7.5% |
| o | 13868 | 6.1% |
| 13639 | 6.0% | |
| r | 12034 | 5.3% |
| s | 9193 | 4.1% |
| m | 9026 | 4.0% |
| Other values (61) | 71408 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 225508 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 21384 | 9.5% |
| e | 19884 | 8.8% |
| i | 19282 | 8.6% |
| n | 18811 | 8.3% |
| a | 16979 | 7.5% |
| o | 13868 | 6.1% |
| 13639 | 6.0% | |
| r | 12034 | 5.3% |
| s | 9193 | 4.1% |
| m | 9026 | 4.0% |
| Other values (61) | 71408 |
NA_Sales
Real number (ℝ)
High correlation Zeros
| Distinct | 409 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.26466743 |
| Minimum | 0 |
|---|---|
| Maximum | 41.49 |
| Zeros | 4499 |
| Zeros (%) | 27.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.08 |
| Q3 | 0.24 |
| 95-th percentile | 1.06 |
| Maximum | 41.49 |
| Range | 41.49 |
| Interquartile range (IQR) | 0.24 |
Descriptive statistics
| Standard deviation | 0.81668303 |
|---|---|
| Coefficient of variation (CV) | 3.0856952 |
| Kurtosis | 649.13027 |
| Mean | 0.26466743 |
| Median Absolute Deviation (MAD) | 0.08 |
| Skewness | 18.799627 |
| Sum | 4392.95 |
| Variance | 0.66697117 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4499 | |
| 0.02 | 550 | 3.3% |
| 0.01 | 541 | 3.3% |
| 0.03 | 533 | 3.2% |
| 0.05 | 530 | 3.2% |
| 0.04 | 525 | 3.2% |
| 0.06 | 495 | 3.0% |
| 0.07 | 477 | 2.9% |
| 0.08 | 459 | 2.8% |
| 0.09 | 419 | 2.5% |
| Other values (399) | 7570 |
| Value | Count | Frequency (%) |
| 0 | 4499 | |
| 0.01 | 541 | 3.3% |
| 0.02 | 550 | 3.3% |
| 0.03 | 533 | 3.2% |
| 0.04 | 525 | 3.2% |
| 0.05 | 530 | 3.2% |
| 0.06 | 495 | 3.0% |
| 0.07 | 477 | 2.9% |
| 0.08 | 459 | 2.8% |
| 0.09 | 419 | 2.5% |
| Value | Count | Frequency (%) |
| 41.49 | 1 | |
| 29.08 | 1 | |
| 26.93 | 1 | |
| 23.2 | 1 | |
| 15.85 | 1 | |
| 15.75 | 1 | |
| 14.97 | 1 | |
| 14.59 | 1 | |
| 14.03 | 1 | |
| 12.78 | 1 |
EU_Sales
Real number (ℝ)
High correlation Zeros
| Distinct | 305 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14665201 |
| Minimum | 0 |
|---|---|
| Maximum | 29.02 |
| Zeros | 5730 |
| Zeros (%) | 34.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.02 |
| Q3 | 0.11 |
| 95-th percentile | 0.63 |
| Maximum | 29.02 |
| Range | 29.02 |
| Interquartile range (IQR) | 0.11 |
Descriptive statistics
| Standard deviation | 0.50535123 |
|---|---|
| Coefficient of variation (CV) | 3.445921 |
| Kurtosis | 756.0278 |
| Mean | 0.14665201 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | 18.875535 |
| Sum | 2434.13 |
| Variance | 0.25537987 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5730 | |
| 0.01 | 1496 | 9.0% |
| 0.02 | 1269 | 7.6% |
| 0.03 | 934 | 5.6% |
| 0.04 | 748 | 4.5% |
| 0.05 | 546 | 3.3% |
| 0.06 | 412 | 2.5% |
| 0.07 | 384 | 2.3% |
| 0.08 | 302 | 1.8% |
| 0.09 | 256 | 1.5% |
| Other values (295) | 4521 |
| Value | Count | Frequency (%) |
| 0 | 5730 | |
| 0.01 | 1496 | 9.0% |
| 0.02 | 1269 | 7.6% |
| 0.03 | 934 | 5.6% |
| 0.04 | 748 | 4.5% |
| 0.05 | 546 | 3.3% |
| 0.06 | 412 | 2.5% |
| 0.07 | 384 | 2.3% |
| 0.08 | 302 | 1.8% |
| 0.09 | 256 | 1.5% |
| Value | Count | Frequency (%) |
| 29.02 | 1 | |
| 12.88 | 1 | |
| 11.01 | 1 | |
| 11 | 1 | |
| 9.27 | 1 | |
| 9.26 | 1 | |
| 9.23 | 1 | |
| 9.2 | 1 | |
| 8.89 | 1 | |
| 8.59 | 1 |
JP_Sales
Real number (ℝ)
Zeros
| Distinct | 244 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07778166 |
| Minimum | 0 |
|---|---|
| Maximum | 10.22 |
| Zeros | 10455 |
| Zeros (%) | 63.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.04 |
| 95-th percentile | 0.36 |
| Maximum | 10.22 |
| Range | 10.22 |
| Interquartile range (IQR) | 0.04 |
Descriptive statistics
| Standard deviation | 0.30929065 |
|---|---|
| Coefficient of variation (CV) | 3.9763955 |
| Kurtosis | 194.23399 |
| Mean | 0.07778166 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.206458 |
| Sum | 1291.02 |
| Variance | 0.095660705 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 10455 | |
| 0.02 | 728 | 4.4% |
| 0.01 | 704 | 4.2% |
| 0.03 | 528 | 3.2% |
| 0.04 | 397 | 2.4% |
| 0.05 | 321 | 1.9% |
| 0.06 | 290 | 1.7% |
| 0.07 | 231 | 1.4% |
| 0.08 | 211 | 1.3% |
| 0.09 | 156 | 0.9% |
| Other values (234) | 2577 | 15.5% |
| Value | Count | Frequency (%) |
| 0 | 10455 | |
| 0.01 | 704 | 4.2% |
| 0.02 | 728 | 4.4% |
| 0.03 | 528 | 3.2% |
| 0.04 | 397 | 2.4% |
| 0.05 | 321 | 1.9% |
| 0.06 | 290 | 1.7% |
| 0.07 | 231 | 1.4% |
| 0.08 | 211 | 1.3% |
| 0.09 | 156 | 0.9% |
| Value | Count | Frequency (%) |
| 10.22 | 1 | |
| 7.2 | 1 | |
| 6.81 | 1 | |
| 6.5 | 1 | |
| 6.04 | 1 | |
| 5.65 | 1 | |
| 5.38 | 1 | |
| 5.33 | 1 | |
| 5.32 | 1 | |
| 4.87 | 1 |
Other_Sales
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 157 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04806302 |
| Minimum | 0 |
|---|---|
| Maximum | 10.57 |
| Zeros | 6477 |
| Zeros (%) | 39.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.01 |
| Q3 | 0.04 |
| 95-th percentile | 0.2 |
| Maximum | 10.57 |
| Range | 10.57 |
| Interquartile range (IQR) | 0.04 |
Descriptive statistics
| Standard deviation | 0.1885884 |
|---|---|
| Coefficient of variation (CV) | 3.9237735 |
| Kurtosis | 1025.3481 |
| Mean | 0.04806302 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | 24.233923 |
| Sum | 797.75 |
| Variance | 0.035565586 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6477 | |
| 0.01 | 3445 | |
| 0.02 | 1582 | 9.5% |
| 0.03 | 939 | 5.7% |
| 0.04 | 666 | 4.0% |
| 0.05 | 488 | 2.9% |
| 0.06 | 401 | 2.4% |
| 0.07 | 336 | 2.0% |
| 0.08 | 239 | 1.4% |
| 0.09 | 193 | 1.2% |
| Other values (147) | 1832 | 11.0% |
| Value | Count | Frequency (%) |
| 0 | 6477 | |
| 0.01 | 3445 | |
| 0.02 | 1582 | 9.5% |
| 0.03 | 939 | 5.7% |
| 0.04 | 666 | 4.0% |
| 0.05 | 488 | 2.9% |
| 0.06 | 401 | 2.4% |
| 0.07 | 336 | 2.0% |
| 0.08 | 239 | 1.4% |
| 0.09 | 193 | 1.2% |
| Value | Count | Frequency (%) |
| 10.57 | 1 | |
| 8.46 | 1 | |
| 7.53 | 1 | |
| 4.14 | 1 | |
| 3.31 | 1 | |
| 2.96 | 1 | |
| 2.93 | 1 | |
| 2.9 | 1 | |
| 2.85 | 1 | |
| 2.75 | 1 |
Global_Sales
Real number (ℝ)
High correlation
| Distinct | 623 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.53744066 |
| Minimum | 0.01 |
|---|---|
| Maximum | 82.74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 129.8 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.02 |
| Q1 | 0.06 |
| median | 0.17 |
| Q3 | 0.47 |
| 95-th percentile | 2.04 |
| Maximum | 82.74 |
| Range | 82.73 |
| Interquartile range (IQR) | 0.41 |
Descriptive statistics
| Standard deviation | 1.5550279 |
|---|---|
| Coefficient of variation (CV) | 2.8933947 |
| Kurtosis | 603.93235 |
| Mean | 0.53744066 |
| Median Absolute Deviation (MAD) | 0.14 |
| Skewness | 17.400645 |
| Sum | 8920.44 |
| Variance | 2.4181119 |
| Monotonicity | Decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.02 | 1071 | 6.5% |
| 0.03 | 811 | 4.9% |
| 0.04 | 645 | 3.9% |
| 0.05 | 632 | 3.8% |
| 0.01 | 618 | 3.7% |
| 0.06 | 577 | 3.5% |
| 0.07 | 510 | 3.1% |
| 0.08 | 483 | 2.9% |
| 0.09 | 434 | 2.6% |
| 0.11 | 421 | 2.5% |
| Other values (613) | 10396 |
| Value | Count | Frequency (%) |
| 0.01 | 618 | |
| 0.02 | 1071 | |
| 0.03 | 811 | |
| 0.04 | 645 | |
| 0.05 | 632 | |
| 0.06 | 577 | |
| 0.07 | 510 | |
| 0.08 | 483 | |
| 0.09 | 434 | |
| 0.1 | 400 | 2.4% |
| Value | Count | Frequency (%) |
| 82.74 | 1 | |
| 40.24 | 1 | |
| 35.82 | 1 | |
| 33 | 1 | |
| 31.37 | 1 | |
| 30.26 | 1 | |
| 30.01 | 1 | |
| 29.02 | 1 | |
| 28.62 | 1 | |
| 28.31 | 1 |
Interactions
Correlations
| EU_Sales | Genre | Global_Sales | JP_Sales | NA_Sales | Other_Sales | Platform | Rank | Year | |
|---|---|---|---|---|---|---|---|---|---|
| EU_Sales | 1.000 | 0.012 | 0.697 | -0.177 | 0.681 | 0.766 | 0.022 | -0.697 | -0.058 |
| Genre | 0.012 | 1.000 | 0.023 | 0.044 | 0.029 | 0.008 | 0.175 | 0.088 | 0.109 |
| Global_Sales | 0.697 | 0.023 | 1.000 | 0.152 | 0.796 | 0.810 | 0.051 | -1.000 | -0.151 |
| JP_Sales | -0.177 | 0.044 | 0.152 | 1.000 | -0.229 | -0.070 | 0.125 | -0.152 | 0.010 |
| NA_Sales | 0.681 | 0.029 | 0.796 | -0.229 | 1.000 | 0.769 | 0.068 | -0.796 | -0.133 |
| Other_Sales | 0.766 | 0.008 | 0.810 | -0.070 | 0.769 | 1.000 | 0.000 | -0.810 | 0.056 |
| Platform | 0.022 | 0.175 | 0.051 | 0.125 | 0.068 | 0.000 | 1.000 | 0.136 | 0.633 |
| Rank | -0.697 | 0.088 | -1.000 | -0.152 | -0.796 | -0.810 | 0.136 | 1.000 | 0.152 |
| Year | -0.058 | 0.109 | -0.151 | 0.010 | -0.133 | 0.056 | 0.633 | 0.152 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Rank | Name | Platform | Year | Genre | Publisher | NA_Sales | EU_Sales | JP_Sales | Other_Sales | Global_Sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Wii Sports | Wii | 2006.0 | Sports | Nintendo | 41.49 | 29.02 | 3.77 | 8.46 | 82.74 |
| 1 | 2 | Super Mario Bros. | NES | 1985.0 | Platform | Nintendo | 29.08 | 3.58 | 6.81 | 0.77 | 40.24 |
| 2 | 3 | Mario Kart Wii | Wii | 2008.0 | Racing | Nintendo | 15.85 | 12.88 | 3.79 | 3.31 | 35.82 |
| 3 | 4 | Wii Sports Resort | Wii | 2009.0 | Sports | Nintendo | 15.75 | 11.01 | 3.28 | 2.96 | 33.00 |
| 4 | 5 | Pokemon Red/Pokemon Blue | GB | 1996.0 | Role-Playing | Nintendo | 11.27 | 8.89 | 10.22 | 1.00 | 31.37 |
| 5 | 6 | Tetris | GB | 1989.0 | Puzzle | Nintendo | 23.20 | 2.26 | 4.22 | 0.58 | 30.26 |
| 6 | 7 | New Super Mario Bros. | DS | 2006.0 | Platform | Nintendo | 11.38 | 9.23 | 6.50 | 2.90 | 30.01 |
| 7 | 8 | Wii Play | Wii | 2006.0 | Misc | Nintendo | 14.03 | 9.20 | 2.93 | 2.85 | 29.02 |
| 8 | 9 | New Super Mario Bros. Wii | Wii | 2009.0 | Platform | Nintendo | 14.59 | 7.06 | 4.70 | 2.26 | 28.62 |
| 9 | 10 | Duck Hunt | NES | 1984.0 | Shooter | Nintendo | 26.93 | 0.63 | 0.28 | 0.47 | 28.31 |
| Rank | Name | Platform | Year | Genre | Publisher | NA_Sales | EU_Sales | JP_Sales | Other_Sales | Global_Sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 16588 | 16591 | Mega Brain Boost | DS | 2008.0 | Puzzle | Majesco Entertainment | 0.01 | 0.00 | 0.00 | 0.0 | 0.01 |
| 16589 | 16592 | Chou Ezaru wa Akai Hana: Koi wa Tsuki ni Shirube Kareru | PSV | 2016.0 | Action | dramatic create | 0.00 | 0.00 | 0.01 | 0.0 | 0.01 |
| 16590 | 16593 | Eiyuu Densetsu: Sora no Kiseki Material Collection Portable | PSP | 2007.0 | Role-Playing | Falcom Corporation | 0.00 | 0.00 | 0.01 | 0.0 | 0.01 |
| 16591 | 16594 | Myst IV: Revelation | PC | 2004.0 | Adventure | Ubisoft | 0.01 | 0.00 | 0.00 | 0.0 | 0.01 |
| 16592 | 16595 | Plushees | DS | 2008.0 | Simulation | Destineer | 0.01 | 0.00 | 0.00 | 0.0 | 0.01 |
| 16593 | 16596 | Woody Woodpecker in Crazy Castle 5 | GBA | 2002.0 | Platform | Kemco | 0.01 | 0.00 | 0.00 | 0.0 | 0.01 |
| 16594 | 16597 | Men in Black II: Alien Escape | GC | 2003.0 | Shooter | Infogrames | 0.01 | 0.00 | 0.00 | 0.0 | 0.01 |
| 16595 | 16598 | SCORE International Baja 1000: The Official Game | PS2 | 2008.0 | Racing | Activision | 0.00 | 0.00 | 0.00 | 0.0 | 0.01 |
| 16596 | 16599 | Know How 2 | DS | 2010.0 | Puzzle | 7G//AMES | 0.00 | 0.01 | 0.00 | 0.0 | 0.01 |
| 16597 | 16600 | Spirits & Spells | GBA | 2003.0 | Platform | Wanadoo | 0.01 | 0.00 | 0.00 | 0.0 | 0.01 |